{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook was prepared by [Algorithmia](algorithmia.com). Source and license info is on [GitHub](https://github.com/donnemartin/data-science-ipython-notebooks)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algorithmia\n",
    "\n",
    "Reference: [Algorithmia Documentation](http://docs.algorithmia.com/)\n",
    "\n",
    "Table of Contents:\n",
    "1. Installation\n",
    "2. Authentication\n",
    "3. Face Detection\n",
    "4. Content Summarizer\n",
    "5. Latent Dirichlet Allocation\n",
    "6. Optical Character Recognition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Installation\n",
    "\n",
    "You need to have the `algorithmia` package (version 0.9.3) installed for this notebook.\n",
    "\n",
    "You can install the package using the pip package manager:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pip install algorithmia==0.9.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import Algorithmia\n",
    "import pprint\n",
    "\n",
    "pp = pprint.PrettyPrinter(indent=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Authentication\n",
    "\n",
    "You only need your Algorithmia API Key to run the following commands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "API_KEY = 'YOUR_API_KEY'\n",
    "# Create a client instance\n",
    "client = Algorithmia.client(API_KEY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Face Detection\n",
    "\n",
    "Uses a pretrained model to detect faces in a given image.\n",
    "\n",
    "Read more about Face Detection [here](https://algorithmia.com/algorithms/opencv/FaceDetection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://s3.amazonaws.com/algorithmia-assets/data-science-ipython-notebooks/face.jpg\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "face_url = 'https://s3.amazonaws.com/algorithmia-assets/data-science-ipython-notebooks/face.jpg'\n",
    "\n",
    "# Sample Face Image\n",
    "Image(url=face_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYF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\niRJc4P8AyyX/ANBrNi/484/ZJce3y0UVvI0/5ckNFFFUc5//2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Algorithmia.apiKey = 'Simple ' + API_KEY\n",
    "\n",
    "input = [face_url, \"data://.algo/temp/face_result.jpg\"]\n",
    "\n",
    "algo = client.algo('opencv/FaceDetection/0.1.8')\n",
    "algo.pipe(input)\n",
    "\n",
    "# Result Image is in under another algorithm name because FaceDetection calls ObjectDetectionWithModels\n",
    "result_image_data_api_path = '.algo/opencv/ObjectDetectionWithModels/temp/face_result.jpg'\n",
    "\n",
    "# Result Image with coordinates for the detected face region\n",
    "result_coord_data_api_path = '.algo/opencv/ObjectDetectionWithModels/temp/face_result.jpgrects.txt'\n",
    "\n",
    "result_file = Algorithmia.file(result_image_data_api_path).getBytes()\n",
    "\n",
    "result_coord = Algorithmia.file(result_coord_data_api_path).getString()\n",
    "\n",
    "# Show Result Image\n",
    "Image(data=result_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detected face region coordinates: 103\t88\t280\t280\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Show detected face region coordinates\n",
    "print 'Detected face region coordinates: ' + result_coord"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Content Summarizer\n",
    "\n",
    "SummarAI is an advanced content summarizer with the option of generating context-controlled summaries. It is based on award-winning patented methods related to artificial intelligence and vector space developed at Lawrence Berkeley National Laboratory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wikipedia article length: 39683\n"
     ]
    }
   ],
   "source": [
    "# Get a Wikipedia article as content\n",
    "wiki_article_name = 'Technological Singularity'\n",
    "client = Algorithmia.client(API_KEY)\n",
    "algo = client.algo('web/WikipediaParser/0.1.0')\n",
    "wiki_page_content = algo.pipe(wiki_article_name)['content']\n",
    "print 'Wikipedia article length: ' + str(len(wiki_page_content))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wikipedia generated summary length: 406\n",
      "The term was popularized by mathematician, computer scientist and science fiction author Vernor Vinge, who argues that artificial intelligence, human biological enhancement, or brain computer interfaces could be possible causes of the singularity...The technological singularity is a hypothetical event related to the advent of genuine artificial general intelligence also known as quote_tokenstrong AI\"...\n"
     ]
    }
   ],
   "source": [
    "# Summarize the Wikipedia article\n",
    "client = Algorithmia.client(API_KEY)\n",
    "algo = client.algo('SummarAI/Summarizer/0.1.2')\n",
    "summary = algo.pipe(wiki_page_content.encode('utf-8'))\n",
    "print 'Wikipedia generated summary length: ' + str(len(summary['summarized_data']))\n",
    "print summary['summarized_data']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Latent Dirichlet Allocation\n",
    "\n",
    "This algorithm takes a group of documents (anything that is made of up text), and returns a number of topics (which are made up of a number of words) most relevant to these documents.\n",
    "\n",
    "Read more about Latent Dirichlet Allocation [here](https://algorithmia.com/algorithms/nlp/LDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Wikipedia articles scraped: 17\n"
     ]
    }
   ],
   "source": [
    "# Get up to 20 random Wikipedia articles\n",
    "client = Algorithmia.client(API_KEY)\n",
    "algo = client.algo('web/WikipediaParser/0.1.0')\n",
    "random_wiki_article_names = algo.pipe({\"random\":20})\n",
    "\n",
    "random_wiki_articles = []\n",
    "\n",
    "for article_name in random_wiki_article_names:\n",
    "    try:\n",
    "        article_content = algo.pipe(article_name)['content']\n",
    "        random_wiki_articles.append(article_content)\n",
    "    except:\n",
    "        pass\n",
    "print 'Number of Wikipedia articles scraped: ' + str(len(random_wiki_articles))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ { u'album': 9,\n",
      "    u'bomfunk': 10,\n",
      "    u'kurepa': 13,\n",
      "    u'mathematics': 9,\n",
      "    u\"mc's\": 9,\n",
      "    u'music': 9,\n",
      "    u'university': 21,\n",
      "    u'zagreb': 9},\n",
      "  { u'british': 23,\n",
      "    u'hindu': 115,\n",
      "    u'india': 47,\n",
      "    u'indian': 33,\n",
      "    u'movement': 24,\n",
      "    u'national': 22,\n",
      "    u'political': 28,\n",
      "    u'rss': 29},\n",
      "  { u'berlin': 9,\n",
      "    u'film': 26,\n",
      "    u'gotcha': 12,\n",
      "    u'jonathan': 33,\n",
      "    u'sasha': 23,\n",
      "    u'states': 8,\n",
      "    u'township': 15,\n",
      "    u'united': 8},\n",
      "  { u'belfast': 8,\n",
      "    u'building': 6,\n",
      "    u'church': 12,\n",
      "    u'history': 7,\n",
      "    u'incumbent': 7,\n",
      "    u'james': 5,\n",
      "    u\"rev'd\": 7,\n",
      "    u'worship': 5}]\n"
     ]
    }
   ],
   "source": [
    "# Find topics from 20 random Wikipedia articles\n",
    "algo = client.algo('nlp/LDA/0.1.0')\n",
    "\n",
    "input = {\"docsList\": random_wiki_articles, \"mode\": \"quality\"}\n",
    "\n",
    "topics = algo.pipe(input)\n",
    "\n",
    "pp.pprint(topics)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Optical Character Recognition\n",
    "\n",
    "Recognize text in your images.\n",
    "\n",
    "Read more about Optical Character Recognition [here](https://algorithmia.com/algorithms/tesseractocr/OCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://s3.amazonaws.com/algorithmia-assets/data-science-ipython-notebooks/businesscard.jpg\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "businesscard_url = 'https://s3.amazonaws.com/algorithmia-assets/data-science-ipython-notebooks/businesscard.jpg'\n",
    "\n",
    "# Sample Image\n",
    "Image(url=businesscard_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{ u'compound': { u'': 95,\n",
      "                 u'206.552.9054': 84,\n",
      "                 u'@doppenhe': 85,\n",
      "                 u'AALGORITHMIA': 53,\n",
      "                 u'CEO': 88,\n",
      "                 u'DIEGO': 88,\n",
      "                 u'OPPENHEIMER': 88,\n",
      "                 u'Q': 55,\n",
      "                 u'diego@algorithmia.com': 83,\n",
      "                 u'doppenheimer': 79,\n",
      "                 u'o': 77},\n",
      "  u'result': u' \\n \\n \\n \\nAALGORITHMIA \\nDIEGO \\nOPPENHEIMER \\nCEO \\ndiego@algorithmia.com \\no \\n@doppenhe \\n206.552.9054 \\nQ \\ndoppenheimer \\n \\n \\n'}\n"
     ]
    }
   ],
   "source": [
    "input = {\"src\": businesscard_url,\n",
    "\"hocr\":{\n",
    "\"tessedit_create_hocr\":1,\n",
    "\"tessedit_pageseg_mode\":1,\n",
    "\"tessedit_char_whitelist\":\"abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789-@/.,:()\"}}\n",
    "\n",
    "algo = client.algo('tesseractocr/OCR/0.1.0')\n",
    "pp.pprint(algo.pipe(input))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
